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๐Ÿ” avoidance learning ๐Ÿ“‚ Engineering
Showing 39379 results for "avoidance learning" in Engineering
Engineering Preprint PDF DOI

AERMANI-Diffusion: Regime-Conditioned Diffusion for Dynamics Learning in Aerial Manipulators

Samaksh Ujjawal, Shivansh Pratap Singh, Naveen Sudheer Nair, Rishabh Dev Yadav, Wei Pan, Spandan Roy ยท 2025

Aerial manipulators undergo rapid, configuration-dependent changes in inertial coupling forces and aerodynamic forces, making accurate dynamics modeling a core challenge for reliable control. Analyticโ€ฆ

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Engineering Preprint PDF DOI

ASK: Adaptive Self-improving Knowledge Framework for Audio Text Retrieval

Siyuan Fu, Xuchen Guo, Mingjun Liu, Hongxiang Li, Boyin Tan, Gongxi Zhu, Xianwei Zhuang, Jinghan Ru, Yuxin Xie, Yuguo Yin ยท 2025

The dominant paradigm for Audio-Text Retrieval (ATR) relies on dual-encoder architectures optimized via mini-batch contrastive learning. However, restricting optimization to local in-batch samples creโ€ฆ

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Engineering Preprint PDF DOI

On the Stabilization of Rigid Formations on Regular Curves

Mohamed Elobaid, Shinkyu Park, Eric Feron ยท 2025

This work deals with the problem of stabilizing a multi-agent rigid formation on a general class of planar curves. Namely, we seek to stabilize an equilateral polygonal formation on closed planar diffโ€ฆ

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Engineering Preprint PDF DOI

How to Brake? Ethical Emergency Braking with Deep Reinforcement Learning

Jianbo Wang, Galina Sidorenko, Johan Thunberg ยท 2025

Connected and automated vehicles (CAVs) have the potential to enhance driving safety, for example by enabling safe vehicle following and more efficient traffic scheduling. For such future deployments,โ€ฆ

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Engineering Preprint PDF DOI

Mr. Virgil: Learning Multi-robot Visual-range Relative Localization

Si Wang, Zhehan Li, Jiadong Lu, Rong Xiong, Yanjun Cao, Yue Wang ยท 2025

Ultra-wideband (UWB)-vision fusion localization has achieved extensive applications in the domain of multi-agent relative localization. The challenging matching problem between robots and visual detecโ€ฆ

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Engineering Preprint PDF DOI

T-ADD: Enhancing DOA Estimation Robustness Against Adversarial Attacks

Shilian Zheng, Xiaoxiang Wu, Luxin Zhang, Keqiang Yue, Peihan Qi, Zhijin Zhao ยท 2025

Deep learning has achieved remarkable success in direction-of-arrival (DOA) estimation. However, recent studies have shown that adversarial perturbations can severely compromise the performance of sucโ€ฆ

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Engineering Preprint PDF DOI

Symphony: A Heuristic Normalized Calibrated Advantage Actor and Critic Algorithm in application for Humanoid Robots

Timur Ishuov, Michele Folgheraiter, Madi Nurmanov, Goncalo Gordo, Richard Farkas, Jozsef Dombi ยท 2025

In our work we implicitly suggest that it is a misconception to think that humans learn fast. The learning process takes time. Babies start learning to move in the restricted fluid environment of the โ€ฆ

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Engineering Preprint PDF DOI

Outdoor Crowd Flow Estimation Using RSRP from Commercial LTE Base Station: A Field Study

Kaisei Higeta (Sophia University), Masakatsu Ogawa (Sophia University), Tomoki Murakami (Access Network Service Laboratories, NTT, Inc), Kazuya Ohara (Access Network Service Laboratories, NTT, Inc), Shinya Otsuki (Access Network Service Laboratories, NTT, Inc) ยท 2025

With the advent of the 6G era, Integrated Sensing and Communications (ISAC) has attracted increasing attention. One representative of use cases is crowd flow estimation on outdoor streets. However, moโ€ฆ

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Engineering Preprint PDF DOI

HypeR Adaptivity: Joint $hr$-Adaptive Meshing via Hypergraph Multi-Agent Deep Reinforcement Learning

Niccolo Grillo, James Rowbottom, Pietro Lio, Carola Bibiane Schonlieb, Stefania Fresca ยท 2025

Adaptive mesh refinement is central to the efficient solution of partial differential equations (PDEs) via the finite element method (FEM). Classical $r$-adaptivity optimizes vertex positions but requโ€ฆ

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Engineering Preprint PDF DOI

Collision-Aware Density-Driven Control of Multi-Agent Systems via Control Barrier Functions

Sungjun Seo, Kooktae Lee ยท 2025

This paper tackles the problem of safe and efficient area coverage using a multi-agent system operating in environments with obstacles. Applications such as environmental monitoring and search and resโ€ฆ

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Engineering Preprint PDF DOI

CLASH: Collaborative Large-Small Hierarchical Framework for Continuous Vision-and-Language Navigation

Liuyi Wang, Zongtao He, Jinlong Li, Ruihao Xia, Mengxian Hu, Chenpeng Yao, Chengju Liu, Yang Tang, Qijun Chen ยท 2025

Vision-and-Language Navigation (VLN) requires robots to follow natural language instructions and navigate complex environments without prior maps. While recent vision-language large models demonstrateโ€ฆ

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Engineering Preprint PDF DOI

Task-Oriented Grasping Using Reinforcement Learning with a Contextual Reward Machine

Hui Li, Akhlak Uz Zaman, Fujian Yan, Hongsheng He ยท 2025

This paper presents a reinforcement learning framework that incorporates a Contextual Reward Machine for task-oriented grasping. The Contextual Reward Machine reduces task complexity by decomposing grโ€ฆ

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Engineering Preprint PDF DOI

Permutation-Equivariant Learning for Dynamic Security Assessment of Power System Frequency Response

Francisco Zelaya-Arrazabal, Sebastian Martinez-Lizana, Hector Pulgar-Painemal, Jin Zhao ยท 2025

This paper presents a hybrid model-AI framework for real-time dynamic security assessment of frequency stability in power systems. The proposed method rapidly estimates key frequency parameters under โ€ฆ

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Engineering Preprint PDF DOI

An Efficient Graph-Transformer Operator for Learning Physical Dynamics with Manifolds Embedding

Pengwei Liu, Xingyu Ren, Pengkai Wang, Hangjie Yuan, Zhongkai Hao, Guanyu Chen, Chao Xu, Dong Ni, Shengze Cai ยท 2025

Accurate and efficient physical simulations are essential in science and engineering, yet traditional numerical solvers face significant challenges in computational cost when handling simulations acroโ€ฆ

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Engineering Preprint PDF DOI

Topology Identification and Inference over Graphs

Gonzalo Mateos, Yanning Shen, Georgios B. Giannakis, Ananthram Swami ยท 2025

Topology identification and inference of processes evolving over graphs arise in timely applications involving brain, transportation, financial, power, as well as social and information networks. Thisโ€ฆ

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Engineering Preprint PDF DOI

Explicit Control Barrier Function-based Safety Filters and their Resource-Aware Computation

Pol Mestres, Shima Sadat Mousavi, Pio Ong, Lizhi Yang, Ersin Das, Joel W. Burdick, Aaron D. Ames ยท 2025

This paper studies the efficient implementation of safety filters that are designed using control barrier functions (CBFs), which minimally modify a nominal controller to render it safe with respect tโ€ฆ

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Engineering Preprint PDF DOI

Push Smarter, Not Harder: Hierarchical RL-Diffusion Policy for Efficient Nonprehensile Manipulation

Steven Caro, Stephen L. Smith ยท 2025

Nonprehensile manipulation, such as pushing objects across cluttered environments, presents a challenging control problem due to complex contact dynamics and long-horizon planning requirements. In thiโ€ฆ

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Engineering Preprint PDF DOI

Safe Learning for Contact-Rich Robot Tasks: A Survey from Classical Learning-Based Methods to Safe Foundation Models

Heng Zhang, Rui Dai, Gokhan Solak, Pokuang Zhou, Yu She, Arash Ajoudani ยท 2025

Contact-rich tasks pose significant challenges for robotic systems due to inherent uncertainty, complex dynamics, and the high risk of damage during interaction. Recent advances in learning-based contโ€ฆ

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Engineering Preprint PDF DOI

LISN: Language-Instructed Social Navigation with VLM-based Controller Modulating

Junting Chen, Yunchuan Li, Panfeng Jiang, Jiacheng Du, Zixuan Chen, Chenrui Tie, Jiajun Deng, Lin Shao ยท 2025

Towards human-robot coexistence, socially aware navigation is significant for mobile robots. Yet existing studies on this area focus mainly on path efficiency and pedestrian collision avoidance, whichโ€ฆ

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Engineering Preprint PDF DOI

Py-DiSMech: A Scalable and Efficient Framework for Discrete Differential Geometry-Based Modeling and Control of Soft Robots

Radha Lahoti, Ryan Chaiyakul, M. Khalid Jawed ยท 2025

High-fidelity simulation has become essential to the design and control of soft robots, where large geometric deformations and complex contact interactions challenge conventional modeling tools. Recenโ€ฆ

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